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Table 3 Performance evaluation of the proposed method using the MIT-BIH-AR database

From: Automatic QRS complex detection using two-level convolutional neural network

Record Total beats TP FP FN Sen (%) PPR (%) DER (%) Acc (%)
100 2273 2273 0 0 100.00 100.00 0.00 100.00
101 1865 1865 0 0 100.00 100.00 0.00 100.00
103 2084 2084 0 0 100.00 100.00 0.00 100.00
105 2572 2560 0 12 99.53 100.00 0.47 99.53
106 2027 2010 8 17 99.16 99.60 1.23 98.77
107 2137 2137 0 0 100.00 100.00 0.00 100.00
108 1763 1763 0 0 100.00 100.00 0.00 100.00
109 2532 2523 7 9 99.64 99.72 0.63 99.37
111 2124 2124 0 0 100.00 100.00 0.00 100.00
112 2539 2539 0 0 100.00 100.00 0.00 100.00
113 1795 1795 0 0 100.00 100.00 0.00 100.00
114 1879 1872 5 7 99.63 99.73 0.64 99.36
115 1953 1953 0 0 100.00 100.00 0.00 100.00
116 2412 2398 6 14 99.42 99.75 0.83 99.17
117 1535 1535 0 0 100.00 100.00 0.00 100.00
118 2278 2277 1 1 99.96 99.96 0.09 99.91
119 1987 1976 8 11 99.45 99.60 0.96 99.05
121 1863 1863 0 0 100.00 100.00 0.00 100.00
122 2476 2476 0 0 100.00 100.00 0.00 100.00
123 1518 1517 2 1 99.93 99.87 0.20 99.80
124 1619 1617 5 2 99.88 99.69 0.43 99.57
200 2601 2596 1 5 99.81 99.96 0.23 99.77
201 1963 1962 0 1 99.95 100.00 0.05 99.95
202 2136 2136 0 0 100.00 100.00 0.00 100.00
203 2980 2960 5 20 99.33 99.83 0.84 99.16
205 2656 2656 0 0 100.00 100.00 0.00 100.00
207 1860 1856 0 4 99.78 100.00 0.22 99.78
208 2955 2948 2 7 99.76 99.93 0.30 99.70
209 3005 3002 2 3 99.90 99.93 0.17 99.83
210 2650 2634 3 16 99.40 99.89 0.72 99.28
212 2748 2748 0 0 100.00 100.00 0.00 100.00
213 3251 3242 2 9 99.72 99.94 0.34 99.66
214 2262 2256 1 6 99.73 99.96 0.31 99.69
215 3363 3357 3 6 99.82 99.91 0.27 99.73
217 2208 2200 5 8 99.64 99.77 0.59 99.41
219 2154 2150 1 4 99.81 99.95 0.23 99.77
220 2048 2048 0 0 100.00 100.00 0.00 100.00
221 2427 2413 9 14 99.42 99.63 0.95 99.06
222 2483 2483 0 0 100.00 100.00 0.00 100.00
223 2605 2587 9 18 99.31 99.65 1.04 98.97
228 2053 2034 6 19 99.07 99.71 1.22 98.79
230 2256 2256 0 0 100.00 100.00 0.00 100.00
231 1571 1571 0 0 100.00 100.00 0.00 100.00
232 1780 1780 1 0 100.00 99.94 0.06 99.94
233 3079 3053 7 26 99.16 99.77 1.07 98.93
234 2753 2752 0 1 99.96 100.00 0.04 99.96
Overall 105,078 104,837 99 241 99.77 99.91 0.32 99.68